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HoneyHive is an observability and evaluation platform designed specifically for production AI agents. Built by a team focused on AI reliability, it solves the problem of debugging, monitoring, and improving agent behavior at scale. Core capabilities include distributed tracing with OpenTelemetry, online and offline evaluation, monitoring and alerts, experiment management, and annotation queues for human feedback. It supports over 100 LLMs and agent frameworks, making it framework-agnostic. The platform is used by teams ranging from AI startups to Fortune 500 enterprises, such as Commonwealth Bank of Australia, to ensure safe and responsible deployment of AI agents. HoneyHive unifies observability and evaluation into a continuous improvement loop, enabling teams to ship quality agents with confidence. It offers both SaaS and self-hosted deployment options with strong data isolation and security features.
4.5/5
High, consistent, and on-brand
Clean and minimal
Unify observability and evaluation for production AI agents.
Integrates with any model, framework, or agent runtime supporting OpenTelemetry, plus 100+ LLMs and agent frameworks.
Freemium with paid tiers
Features with the highest value for users are highlighted here.
OpenTelemetry-native distributed tracing
Online evaluation with LLM-as-a-judge
Session replays and graph timeline view
Customizable alerts and drift detection
Offline experiments with regression detection
Human review queues with custom rubrics
CI/CD integration for automated testing
Virtual data planes for data isolation
Add HoneyHive tracing to your agent using OpenTelemetry or one of the SDKs.
View live traces, set up online evaluations, and receive alerts on failures.
Test changes offline against curated datasets to catch regressions.
Use annotation queues and human review to refine agent quality.
AI Engineers
ML Teams
Product Managers
DevOps / SRE
Enterprise Teams
Startups
Quality Assurance
Coding Agents
Data Scientists
Compliance Officers
Free
Pro
Enterprise
Want to add more pricing plans?
Claim this tool to manage plans, pricing, and listing details.
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Side-by-side with top alternatives in this category.
| Tool | Rating | Visits / mo | Global rank | Category rank | Engagement | Bounce | Top market | Starts at | Free tier | Integrations | Action |
|---|---|---|---|---|---|---|---|---|---|---|---|
 HoneyHiveAI Development Tools | 16.5K | #1,291,811 | #7,331 | 1m 40s3.2 pages | US(85%)#455,453 | $0 | 3+ | View | |||
 deci.aiAI Development Tools | 631.0M | #47 | #4 | 6m 32s6.1 pages | US(20%)#70 | $0 | 1 | View | |||
 FinGPTAI Development Tools | 631.0M | #47 | #4 | 6m 32s6.1 pages | US(20%)#70 | $0 | 1 | View | |||
 Skywork-R1VAI Development Tools | 631.0M | #47 | #4 | 6m 32s6.1 pages | US(20%)#70 | $0 | 1 | View | |||
 PocketPal AIAI Development Tools | 1.1B | — | — | 2m2.6 pages | US(15%) | $0 | 1 | View |
Website traffic and keyword analysis.
Monthly visits
16.47K
↑ +97.7% vs prior month
Avg. visit duration
00:01:39
M 4 2026 snapshot
Pages / visit
3.18
M 4 2026 snapshot
Bounce rate
46.61%
Lower is better
All traffic · Worldwide
Weekly estimate · Feb 1, 2026 – Apr 29, 2026
Peak week: 3.29K (Apr 1, 2026)Low week: 1.67K (Mar 1, 2026)WoW: 0.0%Derived from monthly estimates · SimilarWeb-equivalent
0 releases published
No releases yet.
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